3 papers
quant-ph2026
Quantum Entanglement in Variational Quantum Classification for Breast Cancer Diagnosis
Zineb Hazmoun, Zoubida Sakhi, Mohamed Bennai
This study looks at how the entangling structure of a variational quantum classifier (VQC) relates to its performance in breast cancer diagnosis, using the Wisconsin Diagnostic Bre…
cs.LG2025
Sculpting Quantum Landscapes: Fubini-Study Metric Conditioning for Geometry Aware Learning in Parameterized Quantum Circuits
Marwan Ait Haddou, Mohamed Bennai
We present a novel meta learning framework called Sculpture that explicitly conditions the Fubini Study metric tensor of parameterized quantum circuits to mitigate barren plateaus…
cs.LG2025
HQCM-EBTC: A Hybrid Quantum-Classical Model for Explainable Brain Tumor Classification
Marwan Ait Haddou, Mohamed Bennai
We propose HQCM-EBTC, a hybrid quantum-classical model for automated brain tumor classification using MRI images. Trained on a dataset of 7,576 scans covering normal, meningioma, g…